# Upcode Software Labs (@upcodesoftwarelabs) on youtube

- id: koinon:creator:youtube_upcodesoftwarelabs
- url: https://koinonlink.com/kol/youtube/upcodesoftwarelabs
- schema_version: 1.3

## Identity
- platform: youtube
- handle: upcodesoftwarelabs
- platform_url: https://www.youtube.com/@upcodesoftwarelabs
- country: India
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3630
- posts_observed: 69
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: saas
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 免费coding bootcamp和IT职业培训, MERN Stack、Flutter、Python+AI开发, 学生placement成功案例, Playwright、Supabase、PostHog等工具介绍, IT求职软技能和职业建议
- bio: Learn software development from industry experts with 16+ years experience in IT field and achieve a better IT CAREER. We are ...

## Audience (inferred)
- status: present
- description: IT career aspirants and students in India (esp. Kerala) seeking affordable coding training and software developer jobs
- roles: dev
- seniority: learner
- pain_points: 找不到负担得起的IT培训和bootcamp, 缺乏实际项目经验导致求职困难, 从非技术背景或学位转行软件开发, 需要快速掌握MERN/Flutter/AI开发技能以获得placement
- posts_analysed: 46
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [youtube_upcodesoftwarelabs#4daed51b] Must knows for an online interview (https://www.youtube.com/@upcodesoftwarelabs)
- [youtube_upcodesoftwarelabs#27405d61] 5 Claude Plugins Every Developer Should Know
- [youtube_upcodesoftwarelabs#5070dfc1] Learn IT Skill for free
- [youtube_upcodesoftwarelabs#f776b333] Onam 2026 Thalamelam
- [youtube_upcodesoftwarelabs#a33fe83c] Playwright: the tool that WON browser testing 🏆 | Levelup
- [youtube_upcodesoftwarelabs#1820be8a] Knock Out by Upcode
- [youtube_upcodesoftwarelabs#685704fc] PostHog: one tool that replaces five (analytics, replay, flags) | Levelup
- [youtube_upcodesoftwarelabs#be9c69ac] Supabase: the $10.5B open-source backend (and RLS explained) | Levelup

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=29, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=1, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=0, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=1, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 0
- audience_updated_days_ago: 29

## AI retrieval
- indexing_requests: 1
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=youtube_upcodesoftwarelabs
- Request removal: https://koinonlink.com/claim?k=youtube_upcodesoftwarelabs
- Terms: https://koinonlink.com/for-ai